Concepedia

Temporal Dynamics Modeling

Temporal Dynamics Modeling is a computational framework within sequential and session-based recommendation that explicitly captures and represents the time-varying patterns and evolution of user-item interactions over time to improve predictive accuracy.

143

Publications

9.7K

Citations

470

Authors

182

Institutions

Publications per year

2017–2026

88

Parents

Publications

143

Collaborative filtering with temporal dynamics

Yehuda Koren · 2009 · 1.2K citations

, , +16

Deep Interest Evolution Network for Click-Through Rate Prediction

Guorui Zhou, Na Mou, Ying Fan et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 1K citations · Full text

, , +13

Collaborative filtering with temporal dynamics

Yehuda Koren · Communications of the ACM · 2010 · 776 citations

, , +16

Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks

2019 · 625 citations · Full text

, , +16

Time Interval Aware Self-Attention for Sequential Recommendation

Jiacheng Li, Yujie Wang, Julian McAuley · 2020 · 613 citations · Full text

, , +11

1–5 of 143

Authors

470

  1. JL
    Jure Leskovec

    Stanford University, United States

    3 publications · 70 citations

    3

    h-index

  2. KR
    Kira Radinsky

    Technion – Israel Institute of Technology, Israel

    3 publications · 202 citations

    3

    h-index

  3. JZ
    Jie Zhang

    Nanyang Technological University, Singapore

    3 publications · 142 citations

    3

    h-index

  4. SD
    Susan Dumais

    Microsoft (United States), United States

    3 publications · 202 citations

    3

    h-index

  5. TM
    Tao Mei

    Microsoft Research Asia (China), China

    2 publications · 126 citations

    2

    h-index

1–5 of 470

Institutions

182

  1. Stanford University

    Stanford, United States

    6 h-index

    10 publications

    1.6K citations

  2. Tsinghua University

    Beijing, China

    6 h-index

    22 publications

    816 citations

  3. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    10 publications

    280 citations

  4. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    10 publications

    1K citations

  5. Peking University

    Beijing, China

    4 h-index

    12 publications

    404 citations

  6. East China Normal University

    Shanghai, China

    4 h-index

    10 publications

    256 citations

  7. University of Fribourg

    Fribourg, Switzerland

    4 h-index

    14 publications

    208 citations

  8. Microsoft (United States)

    Redmond, United States

    4 h-index

    13 publications

    967 citations

1–8 of 182

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 215 citations

    10

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 6 publications · 1.2K citations

    6

    h-index

  3. ACM Transactions on Information Systems

    4 publications · 239 citations

    4

    h-index

  4. Knowledge-Based Systems

    3 publications · 50 citations

    3

    h-index

  5. IEEE Access

    3 publications · 42 citations

    3

    h-index

1–5